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Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

machine-learning tutorial reinforcement-learning deep-reinforcement-learning q-learning pomdps policy-gradient sarsa a3c dynamic-programming imitation-learning dyna td-learning actor-critic meta-learning

Updated Jan 22, 2019
Jupyter Notebook

mpatacchiola / dissecting-reinforcement-learning

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Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog

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Updated May 2, 2023
Python

sichkar-valentyn / Reinforcement_Learning_in_Python

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Implementing Reinforcement Learning, namely Q-learning and Sarsa algorithms, for global path planning of mobile robot in unknown environment with obstacles. Comparison analysis of Q-learning and Sarsa

Updated Apr 25, 2022
Python

Madhu009 / Deep-math-machine-learning.ai

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A blog which talks about machine learning, deep learning algorithms and the Math. and Machine learning algorithms written from scratch.

machine-learning natural-language-processing deep-neural-networks tensorflow word2vec linear-regression q-learning neural-networks reinforcement-learning-algorithms sarsa logistic-regression gans support-vector-machines policy-iteration value-iteration gradient-descent-algorithm monte-carlo-methods temporal-differencing-learning general-adversarial-network

Updated Mar 15, 2019
Jupyter Notebook

chen0040 / java-reinforcement-learning

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Package provides java implementation of reinforcement learning algorithms such Q-Learn, R-Learn, SARSA, Actor-Critic

java reinforcement-learning q-learning sarsa actor-critic sarsa-lambda

Updated May 18, 2019
Java

AgentMaker / Paddle-RLBooks

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Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.

reinforcement-learning q-learning dqn policy-gradient sarsa reinforce ddpg policy-iteration value-iteration sac actor-critic double-dqn paddlepaddle c51 dueling-dqn td3 noisy-dqn nstep-dqn policy-gradient-with-baseline

Updated Nov 13, 2021
Python

Allenpandas / Tutorial4RL

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Tutorial4RL: Tutorial for Reinforcement Learning. 强化学习入门教程.

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Updated Mar 27, 2024

deepanshut041 / Reinforcement-Learning

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Implementations of Deep Reinforcement Learning Algorithms and Bench-marking with PyTorch

reinforcement-learning monte-carlo atari2600 deep-reinforcement-learning pytorch dqn sarsa sonic-the-hedgehog vizdoom reinforce ddpg sac t3d actor-critic ddqn ppo a2c policy-gradients

Updated Mar 9, 2020
Jupyter Notebook

philtabor / Reinforcement-Learning-In-Motion

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Code repository for my course on the fundamentals of reinforcement learning

reinforcement-learning sarsa dynamic-programming monte-carlo-methods qlearning-algorithm

Updated Apr 3, 2019
Python

LxzGordon / Deep-Reinforcement-Learning-with-pytorch

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Basic reinforcement learning algorithms. Including:DQN,Double DQN, Dueling DQN, SARSA, REINFORCE, baseline-REINFORCE, Actor-Critic,DDPG,DDPG for discrete action space, A2C, A3C, TD3, SAC, TRPO

algorithm reinforcement-learning pytorch dqn sarsa a3c ddpg sac actor-critic double-dqn trpo dueling-dqn a2c td3 policy-gradients

Updated Mar 1, 2021
Python

arnomoonens / yarll

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Combining deep learning and reinforcement learning.

python reinforcement-learning tensorflow deep-reinforcement-learning openai-gym policy-gradient reinforcement-learning-algorithms sarsa a3c soft-actor-critic

Updated Oct 14, 2021
Python

marooncn / RL

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Reinforcement Learning Demos

reinforcement-learning deep-reinforcement-learning q-learning vrep sarsa

Updated Apr 17, 2019
Python

Rahul-Choudhary-3614 / Deep-Reinforcement-Learning-Notebooks

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This Repository contains a series of google colab notebooks which I created to help people dive into deep reinforcement learning.This notebooks contain both theory and implementation of different algorithms.

deep-reinforcement-learning rainbow doom dqn sarsa a3c ddqn ddpg-algorithm ppo a2c prioritized-experience-replay cartpole-v0 noisy-networks soft-actor-critic half-cheetah kungfumaster-v0 ant-v2 reinforce-algorithm

Updated Apr 24, 2021
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wumo / Reinforcement-Learning-An-Introduction

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Kotlin implementation of algorithms, examples, and exercises from the Sutton and Barto: Reinforcement Learning (2nd Edition)

kotlin reinforcement-learning qlearning sarsa dyna

Updated Apr 18, 2021
Kotlin

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